{"id":3273,"date":"2025-05-15T19:09:46","date_gmt":"2025-05-15T11:09:46","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3273"},"modified":"2025-05-15T19:09:46","modified_gmt":"2025-05-15T11:09:46","slug":"202505-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-from-metaphor-to-mechanism-how-llms-decode-traditional-chinese-medicine-symbolic-language-for-modern-clinical-relevance","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202505-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-from-metaphor-to-mechanism-how-llms-decode-traditional-chinese-medicine-symbolic-language-for-modern-clinical-relevance\/","title":{"rendered":"202505 \u8bba\u6587\u7814\u8bfb-From Metaphor to Mechanism: How LLMs Decode Traditional Chinese Medicine Symbolic Language for Modern Clinical Relevance"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aNankai Wu\u3001Fan Gao\u3001Jiacheng Tang\u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u4e1c\u4eac\u5927\u5b66\u3001\u5c71\u4e1c\u5e08\u8303\u5927\u5b66\uff0c\u4e2d\u56fd\u836f\u79d1\u5927\u5b66<\/p>\n\n\n\n<p>\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e7403\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u80cc\u666f\uff1a\u4f20\u7edf\u4e2d\u533b\u4e0e\u897f\u533b\u5728\u672f\u8bed\u4f53\u7cfb\u4e0a\u7684\u6839\u672c\u5dee\u5f02\u5bfc\u81f4\u8de8\u7cfb\u7edf\u4ea4\u6d41\u969c\u788d\uff0c\u73b0\u6709AI\u6280\u672f\u56e0\u8bed\u4e49\u5931\u771f\u548c\u6587\u5316\u9694\u9602\u96be\u4ee5\u51c6\u786e\u89e3\u6790\u4e2d\u533b\u9690\u55bb\uff08\u5982&#8221;\u809d\u706b&#8221;\u88ab\u8bef\u8bd1\u4e3a&#8221;\u809d\u810f\u708e\u75c7&#8221;\uff09\uff0c\u8fdb\u800c\u5f71\u54cd\u4e34\u5e8a\u51b3\u7b56\u548c\u79d1\u7814\u5408\u4f5c\u3002<\/p>\n\n\n\n<p>\u6838\u5fc3\uff1a\u57fa\u4e8e\u4e0a\u8ff0\u80cc\u666f\uff0c\u8bba\u6587\u63d0\u51faPerceptual-CoT\u6846\u67b6\uff0c\u901a\u8fc7\u5b9e\u4f53\u62c6\u5206\u3001\u611f\u77e5\u5206\u6790\u548c\u9690\u55bb\u63a8\u7406\uff0c\u6784\u5efa\u903b\u8f91\u63a8\u7406\u94fe\uff0c\u5b9e\u73b0\u4e2d\u533b\u9690\u55bb\u7684\u51c6\u786e\u7406\u89e3\u548c\u4e2d\u897f\u533b\u6982\u5ff5\u7684\u6620\u5c04\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u8bba\u6587\u6838\u5fc3<\/h2>\n\n\n\n<p>1.\u4e0d\u540c\u65b9\u6cd5\u8f85\u52a9\u7406\u89e3\u4e2d\u533b\u9690\u55bb\u7684\u5bf9\u6bd4<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"689\" height=\"692\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-79.png\" alt=\"\" class=\"wp-image-3274\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-79.png 689w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-79-300x300.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-79-150x150.png 150w\" sizes=\"auto, (max-width: 689px) 100vw, 689px\" \/><\/figure>\n\n\n\n<p><strong>\uff08a\uff09\u4f20\u7edfLLM\u65b9\u6cd5<\/strong> \uff1a\u5c55\u793a\u4f20\u7edf\u5927\u578b\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u5bf9\u4e2d\u533b\u9690\u55bb\u8fdb\u884c\u7406\u89e3\u548c\u751f\u6210\u89e3\u91ca\u7684\u6d41\u7a0b\u3002\u4f20\u7edfLLM\u57fa\u4e8e\u5df2\u6709\u6587\u672c\u6a21\u5f0f\u548c\u8bed\u4e49\u76f8\u4f3c\u6027\u751f\u6210\u89e3\u91ca\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u63a8\u7406\u3002\u4f8b\u5982\u5bf9\u201c\u809d\u706b\u4e0a\u708e\u201d\uff0c\u4ec5\u6839\u636e\u8bcd\u6c47\u8868\u9762\u542b\u4e49\u548c\u5e38\u89c1\u642d\u914d\u751f\u6210\u6d45\u5c42\u89e3\u91ca\uff0c\u65e0\u6cd5\u51c6\u786e\u8054\u7cfb\u4e2d\u533b\u7406\u8bba\u4f53\u7cfb\u4e0e\u897f\u533b\u75c5\u7406\u751f\u7406\u6982\u5ff5\u3002<br><strong>\uff08b\uff09\u4f7f\u7528CoT\u7684LLM\u65b9\u6cd5<\/strong> \uff1a\u5c55\u793a\u4f7f\u7528\u94fe\u5f0f\u601d\u8003\u7684LLM\u7406\u89e3\u4e2d\u533b\u9690\u55bb\u7684\u8fc7\u7a0b\u3002\u6a21\u578b\u5148\u521d\u6b65\u7406\u89e3\u9690\u55bb\uff0c\u518d\u901a\u8fc7\u591a\u6b65\u63a8\u7406\u6316\u6398\u542b\u4e49\u5e76\u5173\u8054\u6982\u5ff5\u3002\u201c\u809d\u706b\u4e0a\u708e\u201d\u793a\u4f8b\u4e2d\uff0c\u6a21\u578b\u5148\u7406\u89e3\u4e2d\u533b\u7406\u8bba\u4e2d\u201c\u809d\u201d\u7684\u6982\u5ff5\u548c\u529f\u80fd\u3001\u201c\u706b\u201d\u7684\u8c61\u5f81\u610f\u4e49\uff0c\u4f9d\u4e2d\u533b\u7406\u8bba\u63a8\u5bfc\u75c5\u7406\u72b6\u6001\uff0c\u5c1d\u8bd5\u4e0e\u897f\u533b\u708e\u75c7\u7b49\u6982\u5ff5\u521d\u6b65\u6620\u5c04\u3002<br><strong>\uff08c\uff09Perceptual-CoT\u65b9\u6cd5<\/strong> \uff1a\u8fdb\u4e00\u6b65\u589e\u5f3aCoT\u65b9\u6cd5\uff0c\u5f15\u5165\u611f\u77e5\u4fe1\u606f\u6216\u66f4\u590d\u6742\u63a8\u7406\u673a\u5236\u7406\u89e3\u4e2d\u533b\u9690\u55bb\u3002\u5982\u7ed3\u5408\u60a3\u8005\u75c7\u72b6\u3001\u820c\u8c61\u3001\u8109\u8c61\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u53ca\u4e2d\u533b\u7ecf\u5178\u6587\u732e\u63cf\u8ff0\uff0c\u8fdb\u884c\u7ec6\u81f4\u63a8\u7406\uff0c\u66f4\u51c6\u786e\u628a\u63e1\u201c\u809d\u706b\u4e0a\u708e\u201d\u542b\u4e49\uff0c\u4e0e\u897f\u533b\u6982\u5ff5\u7cbe\u51c6\u6620\u5c04\u3002<\/p>\n\n\n\n<p>2.\u5c55\u793a\u4e2d\u533b\u4e0e\u9053\u5bb6\u3001\u5112\u5bb6\u5728\u9690\u55bb\u4f7f\u7528\u4e0a\u7684\u8054\u7cfb\u548c\u533a\u522b\uff0c\u8bf4\u660e\u4e2d\u533b\u9690\u55bb\u7684\u6587\u5316\u548c\u54f2\u5b66\u80cc\u666f\uff0c\u5e2e\u52a9\u7406\u89e3\u4e2d\u533b\u9690\u55bb\u7684\u591a\u7ef4\u5ea6\u610f\u4e49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"344\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-80-1024x344.png\" alt=\"\" class=\"wp-image-3275\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-80-1024x344.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-80-300x101.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-80-768x258.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-80.png 1480w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>3.Perceptual-COT \u6846\u67b6<\/p>\n\n\n\n<p>\u901a\u8fc7\u5b9e\u4f53\u62c6\u5206\u3001\u611f\u77e5\u5206\u6790\u548c\u9690\u55bb\u63a8\u7406\uff0c\u9010\u6b65\u6784\u5efa\u5b8c\u6574\u63a8\u7406\u94fe\uff0c\u6df1\u5165\u7406\u89e3\u4e2d\u533b\u9690\u55bb\uff0c\u4e3a\u4e2d\u897f\u533b\u6982\u5ff5\u6620\u5c04\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-81-1024x478.png\" alt=\"\" class=\"wp-image-3276\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-81-1024x478.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-81-300x140.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-81-768x358.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-81.png 1301w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\uff08a\uff09\u5b9e\u4f53\u6620\u5c04\u4e0e\u62c6\u5206\u5c42<\/strong>\uff1a<br><strong>\u529f\u80fd<\/strong>\uff1a\u5bf9\u8f93\u5165\u7684\u4e2d\u533b\u8bed\u53e5\u8fdb\u884c\u521d\u6b65\u5904\u7406\uff0c\u8bc6\u522b\u5e76\u62c6\u5206\u51fa\u5173\u952e\u7684\u4e2d\u533b\u672f\u8bed\u548c\u6982\u5ff5\u3002<br><strong>\u793a\u4f8b<\/strong>\uff1a\u5bf9\u4e8e\u201c\u70ed\u90aa\u5f15\u52a8\u809d\u98ce\u201d\uff0c\u5c06\u5176\u62c6\u5206\u4e3a\u201c\u70ed\u90aa\u201d\u3001\u201c\u5f15\u52a8\u201d\u3001\u201c\u809d\u98ce\u201d\u7b49\u5173\u952e\u5b9e\u4f53\uff1b\u5bf9\u4e8e\u201c\u98ce\u5bd2\u4fb5\u88ad\u7cdf\u7c95\u201d\uff0c\u62c6\u5206\u4e3a\u201c\u98ce\u5bd2\u201d\u3001\u201c\u4fb5\u88ad\u201d\u3001\u201c\u7cdf\u7c95\u201d\u7b49\u5b9e\u4f53\u3002<br><strong>\u4f5c\u7528<\/strong>\uff1a\u4e3a\u540e\u7eed\u7684\u63a8\u7406\u8fc7\u7a0b\u63d0\u4f9b\u57fa\u672c\u7684\u5b9e\u4f53\u5355\u5143\uff0c\u786e\u4fdd\u63a8\u7406\u80fd\u591f\u805a\u7126\u4e8e\u5177\u4f53\u7684\u4e2d\u533b\u6982\u5ff5\u3002<br><strong>\uff08b\uff09\u611f\u77e5\u5c42<\/strong>\uff1a<br><strong>\u529f\u80fd<\/strong>\uff1a\u5bf9\u62c6\u5206\u540e\u7684\u5b9e\u4f53\u8fdb\u884c\u611f\u77e5\u548c\u521d\u6b65\u7406\u89e3\uff0c\u7ed3\u5408\u4e2d\u533b\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u7684\u5b50\u96c6\u6765\u5206\u6790\u6bcf\u4e2a\u5b9e\u4f53\u7684\u7279\u5f81\u548c\u542b\u4e49\u3002<br><strong>\u5185\u5bb9<\/strong>\uff1a\u5305\u62ec\u5bf9\u5b9e\u4f53\u7684\u719f\u6089\u5ea6\uff08Familiarity\uff09\u3001\u60c5\u611f\u4ef7\u503c\uff08Emotional Valence\uff09\u3001\u60c5\u611f\u5524\u8d77\uff08Emotional Arousal\uff09\u548c\u8bed\u4e49\u51c6\u786e\u6027\uff08Semantic Accuracy\uff09\u7b49\u65b9\u9762\u7684\u5206\u6790\u3002<br><strong>\u4f5c\u7528<\/strong>\uff1a\u901a\u8fc7\u611f\u77e5\u5c42\u7684\u5904\u7406\uff0c\u80fd\u591f\u521d\u6b65\u8bc4\u4f30\u6bcf\u4e2a\u4e2d\u533b\u5b9e\u4f53\u5728\u4e2d\u533b\u7406\u8bba\u4e2d\u7684\u7279\u6027\u548c\u53ef\u80fd\u7684\u5173\u8054\uff0c\u4e3a\u6df1\u5165\u7684\u63a8\u7406\u63d0\u4f9b\u57fa\u7840\u3002<br><strong>\uff08c\uff09\u9690\u55bb\u7406\u89e3\u5c42<\/strong>\uff1a<br><strong>\u529f\u80fd<\/strong>\uff1a\u5bf9\u4e2d\u533b\u9690\u55bb\u8fdb\u884c\u6df1\u5165\u7684\u63a8\u7406\u548c\u7406\u89e3\uff0c\u57fa\u4e8e\u611f\u77e5\u5c42\u7684\u5206\u6790\u7ed3\u679c\uff0c\u7ed3\u5408\u4e2d\u533b\u7406\u8bba\u548c\u7ecf\u5178\u6587\u672c\uff0c\u63a8\u5bfc\u51fa\u9690\u55bb\u80cc\u540e\u7684\u75c5\u7406\u673a\u5236\u548c\u903b\u8f91\u5173\u7cfb\u3002<br><strong>\u5185\u5bb9<\/strong>\uff1a\u5305\u62ec\u63a8\u7406\u8fc7\u7a0b\uff08Reasoning\uff09\u548c\u6700\u7ec8\u8bc4\u4f30\uff08Final Evaluation\uff09\u3002<br><strong>\u4f5c\u7528<\/strong>\uff1a\u901a\u8fc7\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u89e3\u91ca\u4e2d\u533b\u9690\u55bb\u7684\u5b9e\u9645\u542b\u4e49\u548c\u5176\u5728\u4e2d\u533b\u8bca\u65ad\u4e2d\u7684\u5e94\u7528\uff0c\u540c\u65f6\u5bf9\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\uff0c\u786e\u4fdd\u5176\u51c6\u786e\u6027\u548c\u5408\u7406\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<p>1.\u6784\u5efa\u7684\u9690\u55bb\u6570\u636e\u96c6<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"274\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-82-1024x274.png\" alt=\"\" class=\"wp-image-3277\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-82-1024x274.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-82-300x80.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-82-768x206.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-82.png 1450w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2.\u4e0d\u542bCOT\u7684TCM\u6570\u636e\u96c6\u7684\u7ed3\u679c\u548c\u4f7f\u7528Perceptual-COT\u7684TCM\u6570\u636e\u96c6\u7ed3\u679c\uff0c\u4ee5\u6b64\u8bc1\u660e\u6846\u67b6\u5728\u4e2d\u533b\u6570\u636e\u96c6\u7684\u6709\u6548\u6027<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"330\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-83.png\" alt=\"\" class=\"wp-image-3278\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-83.png 786w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-83-300x126.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-83-768x322.png 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"198\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-84-1024x198.png\" alt=\"\" class=\"wp-image-3279\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-84-1024x198.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-84-300x58.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-84-768x149.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-84.png 1306w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>3..\u4e0d\u542bCOT\u7684WM\u6570\u636e\u96c6\u7684\u7ed3\u679c\u548c\u4f7f\u7528Perceptual-COT\u7684WM\u6570\u636e\u96c6\u7ed3\u679c\uff0c\u4ee5\u6b64\u8bc1\u660e\u6846\u67b6\u5728\u897f\u533b\u6570\u636e\u96c6\u7684\u6709\u6548\u6027<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"774\" height=\"325\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-85.png\" alt=\"\" class=\"wp-image-3280\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-85.png 774w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-85-300x126.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-85-768x322.png 768w\" sizes=\"auto, (max-width: 774px) 100vw, 774px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"202\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-86-1024x202.png\" alt=\"\" class=\"wp-image-3281\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-86-1024x202.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-86-300x59.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-86-768x151.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-86.png 1325w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>4.TCM\u7ed3\u679c\u53ef\u89c6\u5316\uff1aCOT\u4e0ePerceptual-COT\u548cWM\u7ed3\u679c\u53ef\u89c6\u5316\uff1aCOT\u4e0ePerceptual-COT<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"443\" height=\"646\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-87.png\" alt=\"\" class=\"wp-image-3282\" style=\"width:379px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-87.png 443w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-87-206x300.png 206w\" sizes=\"auto, (max-width: 443px) 100vw, 443px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"411\" height=\"633\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-88.png\" alt=\"\" class=\"wp-image-3283\" style=\"width:373px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-88.png 411w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-88-195x300.png 195w\" sizes=\"auto, (max-width: 411px) 100vw, 411px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u8bba\u6587\u603b\u7ed3\u548c\u542f\u53d1<\/h2>\n\n\n\n<p>1.\u8bba\u6587\u603b\u7ed3<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong class=\"\">\u6838\u5fc3\u6280\u672f<\/strong>\uff1a\u63d0\u51fa Perceptual-CoT \u6846\u67b6\uff0c\u901a\u8fc7\u5b9e\u4f53\u62c6\u5206\u3001\u611f\u77e5\u5206\u6790\u548c\u9690\u55bb\u63a8\u7406\u6784\u5efa\u903b\u8f91\u63a8\u7406\u94fe\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u65b9\u6cd5<\/strong>\uff1a\u5229\u7528 CoT 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